1.2k citations · 3.3k across the 35 of their papers we have counts for
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Control-Oriented, Data-Driven Models of Thermal Dynamics
Ljuboslav Boskic, Igor Mezic
Energy savings from efficiency methods in individual residential buildings are measured in 10's of dollars, while the energy savings from such measures nationally would amount to 1…
Extended Dynamic Mode Decomposition with Learned Koopman Eigenfunctions for Prediction and Control
Carl Folkestad, Daniel Pastor, Igor Mezic +3
This paper presents a novel learning framework to construct Koopman eigenfunctions for unknown, nonlinear dynamics using data gathered from experiments. The learning framework can…
Applied Koopman Operator Theory for Power Systems Technology
Yoshihiko Susuki, Igor Mezic, Fredrik Raak +1
Koopman operator is a composition operator defined for a dynamical system described by nonlinear differential or difference equation. Although the original system is nonlinear and…
Whole-Building Fault Detection: A Scalable Approach Using Spectral Methods
Michael Georgescu, Sophie Loire, Don Kasper +1
In this paper, an extension to rules-based fault detection is demonstrated utilizing properties of the Koopman operator. The Koopman operator is an infinite-dimensional, linear ope…
Scalable Approach to Uncertainty Quantification and Robust Design of Interconnected Dynamical Systems
Andrzej Banaszuk, Vladimir A. Fonoberov, Thomas A. Frewen +8
Development of robust dynamical systems and networks such as autonomous aircraft systems capable of accomplishing complex missions faces challenges due to the dynamically evolving…